spectf

Dataset statistics

Number of variables	20
Number of observations	349
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	82
Duplicate rows (%)	23.5%
Total size in memory	54.7 KiB
Average record size in memory	160.4 B

Variable types

NUM	19
BOOL	1

Reproduction

Analysis started	2020-08-25 01:55:28.594739
Analysis finished	2020-08-25 01:56:19.976089
Duration	51.38 seconds
Version	pandas-profiling v2.8.0
Command line	`pandas_profiling --config_file config.yaml [YOUR_FILE.csv]`
Download configuration	config.yaml

Warnings

Dataset has 82 (23.5%) duplicate rows

Duplicates

F19S
Real number (ℝ_≥0)

Distinct count	40
Unique (%)	11.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	64.34097421203438
Minimum	18.0
Maximum	79.0
Zeros	0
Zeros (%)	0.0%
Memory size	2.9 KiB

Quantile statistics

Minimum	18
5-th percentile	49
Q1	60
median	66
Q3	71
95-th percentile	75
Maximum	79
Range	61
Interquartile range (IQR)	11

Descriptive statistics

Standard deviation	9.281117908
Coefficient of variation (CV)	0.144248949
Kurtosis	5.544033008
Mean	64.34097421
Median Absolute Deviation (MAD)	5
Skewness	-1.835614613
Sum	22455
Variance	86.13914962

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
69	25	7.2%
71	24	6.9%
70	22	6.3%
63	21	6.0%
73	16	4.6%
67	16	4.6%
72	16	4.6%
68	16	4.6%
64	15	4.3%
62	15	4.3%
74	14	4.0%
60	13	3.7%
66	13	3.7%
56	12	3.4%
57	12	3.4%
58	12	3.4%
65	12	3.4%
61	9	2.6%
53	8	2.3%
77	8	2.3%
59	7	2.0%
76	6	1.7%
75	5	1.4%
23	4	1.1%
54	4	1.1%
Other values (15)	24	6.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
18	1	0.3%
23	4	1.1%
30	1	0.3%
36	1	0.3%
38	1	0.3%
39	2	0.6%
45	2	0.6%
46	1	0.3%
47	1	0.3%
48	3	0.9%

Value	Count	Frequency (%)
79	1	0.3%
78	1	0.3%
77	8	2.3%
76	6	1.7%
75	5	1.4%
74	14	4.0%
73	16	4.6%
72	16	4.6%
71	24	6.9%
70	22	6.3%

F13R
Real number (ℝ_≥0)

Distinct count	56
Unique (%)	16.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	58.61031518624642
Minimum	12.0
Maximum	79.0
Zeros	0
Zeros (%)	0.0%
Memory size	2.9 KiB

Quantile statistics

Minimum	12
5-th percentile	31.4
Q1	54
median	62
Q3	67
95-th percentile	74.6
Maximum	79
Range	67
Interquartile range (IQR)	13

Descriptive statistics

Standard deviation	12.80703413
Coefficient of variation (CV)	0.2185116065
Kurtosis	1.631223484
Mean	58.61031519
Median Absolute Deviation (MAD)	6
Skewness	-1.301678904
Sum	20455
Variance	164.0201232

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
66	23	6.6%
65	18	5.2%
63	17	4.9%
62	17	4.9%
69	17	4.9%
67	16	4.6%
56	16	4.6%
64	15	4.3%
60	14	4.0%
54	11	3.2%
61	11	3.2%
57	10	2.9%
59	9	2.6%
53	9	2.6%
75	9	2.6%
58	9	2.6%
74	8	2.3%
72	8	2.3%
48	8	2.3%
68	7	2.0%
71	7	2.0%
49	6	1.7%
76	6	1.7%
70	6	1.7%
51	5	1.4%
Other values (31)	67	19.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
12	1	0.3%
17	2	0.6%
18	1	0.3%
19	2	0.6%
20	1	0.3%
23	5	1.4%
24	1	0.3%
27	1	0.3%
29	1	0.3%
30	2	0.6%

Value	Count	Frequency (%)
79	1	0.3%
77	2	0.6%
76	6	1.7%
75	9	2.6%
74	8	2.3%
73	4	1.1%
72	8	2.3%
71	7	2.0%
70	6	1.7%
69	17	4.9%

F13S
Real number (ℝ_≥0)

Distinct count	60
Unique (%)	17.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	56.90830945558739
Minimum	6.0
Maximum	80.0
Zeros	0
Zeros (%)	0.0%
Memory size	2.9 KiB

Quantile statistics

Minimum	6
5-th percentile	30
Q1	49
median	60
Q3	66
95-th percentile	75
Maximum	80
Range	74
Interquartile range (IQR)	17

Descriptive statistics

Standard deviation	13.90082544
Coefficient of variation (CV)	0.24426706
Kurtosis	1.041783827
Mean	56.90830946
Median Absolute Deviation (MAD)	8
Skewness	-1.092533813
Sum	19861
Variance	193.232948

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
64	21	6.0%
63	20	5.7%
60	16	4.6%
59	16	4.6%
65	14	4.0%
57	13	3.7%
69	12	3.4%
44	12	3.4%
71	12	3.4%
68	10	2.9%
67	10	2.9%
70	10	2.9%
55	10	2.9%
66	10	2.9%
61	10	2.9%
62	10	2.9%
38	8	2.3%
47	8	2.3%
56	8	2.3%
37	7	2.0%
75	7	2.0%
58	7	2.0%
48	6	1.7%
72	6	1.7%
54	5	1.4%
Other values (35)	81	23.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
6	1	0.3%
14	4	1.1%
16	1	0.3%
17	1	0.3%
19	3	0.9%
20	1	0.3%
23	2	0.6%
26	2	0.6%
28	1	0.3%
29	1	0.3%

Value	Count	Frequency (%)
80	1	0.3%
79	2	0.6%
78	2	0.6%
77	3	0.9%
76	5	1.4%
75	7	2.0%
74	1	0.3%
73	4	1.1%
72	6	1.7%
71	12	3.4%

F19R
Real number (ℝ_≥0)

Distinct count	37
Unique (%)	10.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	65.2865329512894
Minimum	33.0
Maximum	80.0
Zeros	0
Zeros (%)	0.0%
Memory size	2.9 KiB

Quantile statistics

Minimum	33
5-th percentile	51
Q1	62
median	66
Q3	71
95-th percentile	75
Maximum	80
Range	47
Interquartile range (IQR)	9

Descriptive statistics

Standard deviation	7.839508456
Coefficient of variation (CV)	0.1200784925
Kurtosis	2.635290399
Mean	65.28653295
Median Absolute Deviation (MAD)	4
Skewness	-1.284713563
Sum	22785
Variance	61.45789283

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
70	29	8.3%
66	28	8.0%
62	20	5.7%
73	20	5.7%
64	20	5.7%
72	19	5.4%
69	18	5.2%
65	18	5.2%
63	16	4.6%
67	15	4.3%
71	15	4.3%
68	14	4.0%
59	13	3.7%
74	11	3.2%
58	11	3.2%
60	9	2.6%
77	9	2.6%
75	8	2.3%
57	7	2.0%
76	7	2.0%
61	5	1.4%
51	5	1.4%
50	4	1.1%
53	4	1.1%
33	3	0.9%
Other values (12)	21	6.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
33	3	0.9%
36	1	0.3%
40	2	0.6%
41	1	0.3%
43	1	0.3%
44	1	0.3%
47	2	0.6%
49	2	0.6%
50	4	1.1%
51	5	1.4%

Value	Count	Frequency (%)
80	1	0.3%
77	9	2.6%
76	7	2.0%
75	8	2.3%
74	11	3.2%
73	20	5.7%
72	19	5.4%
71	15	4.3%
70	29	8.3%
69	18	5.2%

F18R
Real number (ℝ_≥0)

Distinct count	36
Unique (%)	10.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	64.17478510028653
Minimum	18.0
Maximum	76.0
Zeros	0
Zeros (%)	0.0%
Memory size	2.9 KiB

Quantile statistics

Minimum	18
5-th percentile	50
Q1	62
median	66
Q3	68
95-th percentile	72
Maximum	76
Range	58
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	7.49834045
Coefficient of variation (CV)	0.1168424707
Kurtosis	8.285704327
Mean	64.1747851
Median Absolute Deviation (MAD)	3
Skewness	-2.402565767
Sum	22397
Variance	56.22510951

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
66	50	14.3%
67	30	8.6%
64	26	7.4%
68	25	7.2%
65	24	6.9%
69	24	6.9%
71	22	6.3%
63	20	5.7%
62	18	5.2%
72	15	4.3%
60	15	4.3%
70	11	3.2%
59	10	2.9%
73	8	2.3%
61	8	2.3%
53	6	1.7%
40	4	1.1%
50	4	1.1%
57	4	1.1%
55	4	1.1%
31	3	0.9%
41	2	0.6%
56	2	0.6%
76	2	0.6%
43	1	0.3%
Other values (11)	11	3.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
18	1	0.3%
31	3	0.9%
34	1	0.3%
40	4	1.1%
41	2	0.6%
42	1	0.3%
43	1	0.3%
46	1	0.3%
48	1	0.3%
49	1	0.3%

Value	Count	Frequency (%)
76	2	0.6%
75	1	0.3%
74	1	0.3%
73	8	2.3%
72	15	4.3%
71	22	6.3%
70	11	3.2%
69	24	6.9%
68	25	7.2%
67	30	8.6%

F21R
Real number (ℝ_≥0)

Distinct count	56
Unique (%)	16.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	63.40687679083094
Minimum	5.0
Maximum	82.0
Zeros	0
Zeros (%)	0.0%
Memory size	2.9 KiB

Quantile statistics

Minimum	5
5-th percentile	34
Q1	60
median	67
Q3	73
95-th percentile	77
Maximum	82
Range	77
Interquartile range (IQR)	13

Descriptive statistics

Standard deviation	13.729135
Coefficient of variation (CV)	0.216524385
Kurtosis	2.828124505
Mean	63.40687679
Median Absolute Deviation (MAD)	6
Skewness	-1.70502214
Sum	22129
Variance	188.489148

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
74	29	8.3%
71	23	6.6%
68	21	6.0%
73	19	5.4%
66	18	5.2%
72	15	4.3%
67	14	4.0%
69	14	4.0%
65	13	3.7%
64	13	3.7%
70	12	3.4%
77	12	3.4%
61	11	3.2%
60	11	3.2%
62	10	2.9%
79	8	2.3%
63	8	2.3%
75	8	2.3%
76	6	1.7%
78	6	1.7%
52	6	1.7%
41	6	1.7%
59	4	1.1%
35	4	1.1%
51	3	0.9%
Other values (31)	55	15.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
5	1	0.3%
13	1	0.3%
14	1	0.3%
15	1	0.3%
17	1	0.3%
18	1	0.3%
19	1	0.3%
20	1	0.3%
22	1	0.3%
28	2	0.6%

Value	Count	Frequency (%)
82	1	0.3%
79	8	2.3%
78	6	1.7%
77	12	3.4%
76	6	1.7%
75	8	2.3%
74	29	8.3%
73	19	5.4%
72	15	4.3%
71	23	6.6%

F3R
Real number (ℝ_≥0)

Distinct count	44
Unique (%)	12.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	65.3352435530086
Minimum	21.0
Maximum	82.0
Zeros	0
Zeros (%)	0.0%
Memory size	2.9 KiB

Quantile statistics

Minimum	21
5-th percentile	51
Q1	62
median	66
Q3	70
95-th percentile	76
Maximum	82
Range	61
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	8.344895973
Coefficient of variation (CV)	0.1277242652
Kurtosis	4.949741395
Mean	65.33524355
Median Absolute Deviation (MAD)	4
Skewness	-1.568049316
Sum	22802
Variance	69.63728881

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
67	28	8.0%
69	27	7.7%
65	21	6.0%
63	19	5.4%
64	19	5.4%
62	18	5.2%
68	18	5.2%
66	17	4.9%
70	16	4.6%
72	15	4.3%
71	13	3.7%
60	13	3.7%
76	12	3.4%
59	11	3.2%
74	11	3.2%
56	11	3.2%
61	10	2.9%
73	10	2.9%
75	8	2.3%
77	7	2.0%
58	5	1.4%
78	4	1.1%
57	4	1.1%
80	3	0.9%
51	3	0.9%
Other values (19)	26	7.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
21	1	0.3%
24	1	0.3%
32	1	0.3%
34	1	0.3%
36	1	0.3%
40	1	0.3%
41	1	0.3%
43	2	0.6%
44	1	0.3%
45	2	0.6%

Value	Count	Frequency (%)
82	1	0.3%
80	3	0.9%
79	1	0.3%
78	4	1.1%
77	7	2.0%
76	12	3.4%
75	8	2.3%
74	11	3.2%
73	10	2.9%
72	15	4.3%

F7R
Real number (ℝ_≥0)

Distinct count	39
Unique (%)	11.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	67.56160458452722
Minimum	32.0
Maximum	79.0
Zeros	0
Zeros (%)	0.0%
Memory size	2.9 KiB

Quantile statistics

Minimum	32
5-th percentile	54
Q1	65
median	69
Q3	72
95-th percentile	76
Maximum	79
Range	47
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	7.620662607
Coefficient of variation (CV)	0.112795761
Kurtosis	4.020810726
Mean	67.56160458
Median Absolute Deviation (MAD)	4
Skewness	-1.696264963
Sum	23579
Variance	58.07449857

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
70	35	10.0%
71	34	9.7%
69	24	6.9%
73	24	6.9%
68	23	6.6%
72	21	6.0%
74	19	5.4%
67	16	4.6%
66	15	4.3%
76	14	4.0%
65	13	3.7%
75	13	3.7%
64	11	3.2%
61	9	2.6%
63	8	2.3%
60	8	2.3%
79	7	2.0%
62	7	2.0%
58	5	1.4%
56	5	1.4%
59	5	1.4%
78	4	1.1%
54	3	0.9%
47	3	0.9%
55	3	0.9%
Other values (14)	20	5.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
32	1	0.3%
33	1	0.3%
36	1	0.3%
40	1	0.3%
42	1	0.3%
43	2	0.6%
44	1	0.3%
46	1	0.3%
47	3	0.9%
48	2	0.6%

Value	Count	Frequency (%)
79	7	2.0%
78	4	1.1%
77	3	0.9%
76	14	4.0%
75	13	3.7%
74	19	5.4%
73	24	6.9%
72	21	6.0%
71	34	9.7%
70	35	10.0%

F5R
Real number (ℝ_≥0)

Distinct count	37
Unique (%)	10.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	63.438395415472776
Minimum	12.0
Maximum	77.0
Zeros	0
Zeros (%)	0.0%
Memory size	2.9 KiB

Quantile statistics

Minimum	12
5-th percentile	46
Q1	61
median	65
Q3	68
95-th percentile	73
Maximum	77
Range	65
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	8.813509338
Coefficient of variation (CV)	0.1389302059
Kurtosis	8.671153724
Mean	63.43839542
Median Absolute Deviation (MAD)	4
Skewness	-2.384610204
Sum	22140
Variance	77.67794684

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
68	30	8.6%
65	29	8.3%
64	28	8.0%
61	28	8.0%
67	26	7.4%
69	23	6.6%
70	18	5.2%
66	18	5.2%
63	16	4.6%
57	13	3.7%
60	11	3.2%
62	10	2.9%
73	10	2.9%
59	10	2.9%
72	10	2.9%
71	9	2.6%
77	6	1.7%
54	6	1.7%
53	5	1.4%
56	5	1.4%
74	5	1.4%
44	5	1.4%
58	5	1.4%
75	3	0.9%
26	3	0.9%
Other values (12)	17	4.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
12	1	0.3%
16	1	0.3%
26	3	0.9%
29	1	0.3%
33	2	0.6%
36	1	0.3%
39	1	0.3%
40	1	0.3%
44	5	1.4%
45	1	0.3%

Value	Count	Frequency (%)
77	6	1.7%
76	1	0.3%
75	3	0.9%
74	5	1.4%
73	10	2.9%
72	10	2.9%
71	9	2.6%
70	18	5.2%
69	23	6.6%
68	30	8.6%

F2S
Real number (ℝ_≥0)

Distinct count	40
Unique (%)	11.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	69.48424068767908
Minimum	34.0
Maximum	84.0
Zeros	0
Zeros (%)	0.0%
Memory size	2.9 KiB

Quantile statistics

Minimum	34
5-th percentile	54
Q1	66
median	71
Q3	75
95-th percentile	79
Maximum	84
Range	50
Interquartile range (IQR)	9

Descriptive statistics

Standard deviation	7.970340732
Coefficient of variation (CV)	0.1147071718
Kurtosis	2.744197088
Mean	69.48424069
Median Absolute Deviation (MAD)	4
Skewness	-1.337186416
Sum	24250
Variance	63.52633139

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
74	36	10.3%
72	31	8.9%
75	22	6.3%
78	21	6.0%
68	21	6.0%
67	20	5.7%
70	20	5.7%
71	18	5.2%
66	15	4.3%
69	13	3.7%
62	13	3.7%
76	13	3.7%
77	12	3.4%
65	11	3.2%
73	9	2.6%
79	8	2.3%
80	6	1.7%
61	6	1.7%
51	5	1.4%
58	5	1.4%
60	5	1.4%
84	4	1.1%
54	4	1.1%
63	4	1.1%
64	3	0.9%
Other values (15)	24	6.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
34	1	0.3%
35	1	0.3%
40	1	0.3%
43	1	0.3%
44	2	0.6%
46	1	0.3%
48	2	0.6%
50	1	0.3%
51	5	1.4%
53	1	0.3%

Value	Count	Frequency (%)
84	4	1.1%
83	1	0.3%
82	3	0.9%
80	6	1.7%
79	8	2.3%
78	21	6.0%
77	12	3.4%
76	13	3.7%
75	22	6.3%
74	36	10.3%

F4R
Real number (ℝ_≥0)

Distinct count	37
Unique (%)	10.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	70.56446991404012
Minimum	21.0
Maximum	85.0
Zeros	0
Zeros (%)	0.0%
Memory size	2.9 KiB

Quantile statistics

Minimum	21
5-th percentile	57.4
Q1	68
median	72
Q3	75
95-th percentile	78
Maximum	85
Range	64
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	7.655251264
Coefficient of variation (CV)	0.1084859175
Kurtosis	12.2691418
Mean	70.56446991
Median Absolute Deviation (MAD)	4
Skewness	-2.752500272
Sum	24627
Variance	58.60287192

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
72	33	9.5%
76	32	9.2%
74	31	8.9%
75	29	8.3%
68	23	6.6%
73	21	6.0%
67	20	5.7%
70	20	5.7%
77	18	5.2%
71	17	4.9%
69	14	4.0%
78	13	3.7%
65	12	3.4%
79	11	3.2%
66	8	2.3%
63	7	2.0%
64	7	2.0%
56	4	1.1%
54	3	0.9%
80	3	0.9%
58	3	0.9%
61	2	0.6%
85	2	0.6%
52	2	0.6%
62	2	0.6%
Other values (12)	12	3.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
21	1	0.3%
26	1	0.3%
30	1	0.3%
32	1	0.3%
39	1	0.3%
41	1	0.3%
52	2	0.6%
53	1	0.3%
54	3	0.9%
55	1	0.3%

Value	Count	Frequency (%)
85	2	0.6%
81	1	0.3%
80	3	0.9%
79	11	3.2%
78	13	3.7%
77	18	5.2%
76	32	9.2%
75	29	8.3%
74	31	8.9%
73	21	6.0%

F14S
Real number (ℝ_≥0)

Distinct count	51
Unique (%)	14.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	61.808022922636106
Minimum	17.0
Maximum	86.0
Zeros	0
Zeros (%)	0.0%
Memory size	2.9 KiB

Quantile statistics

Minimum	17
5-th percentile	41.4
Q1	57
median	63
Q3	68
95-th percentile	77
Maximum	86
Range	69
Interquartile range (IQR)	11

Descriptive statistics

Standard deviation	10.19918544
Coefficient of variation (CV)	0.1650139409
Kurtosis	2.399157532
Mean	61.80802292
Median Absolute Deviation (MAD)	5
Skewness	-1.108303123
Sum	21571
Variance	104.0233837

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
67	27	7.7%
68	22	6.3%
69	21	6.0%
61	18	5.2%
70	16	4.6%
64	15	4.3%
60	15	4.3%
66	15	4.3%
59	14	4.0%
65	13	3.7%
62	13	3.7%
58	12	3.4%
63	12	3.4%
54	12	3.4%
57	11	3.2%
71	10	2.9%
53	8	2.3%
56	7	2.0%
50	7	2.0%
51	6	1.7%
78	6	1.7%
73	6	1.7%
74	5	1.4%
41	4	1.1%
55	4	1.1%
Other values (26)	50	14.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
17	1	0.3%
23	1	0.3%
25	1	0.3%
26	1	0.3%
27	1	0.3%
31	2	0.6%
36	3	0.9%
38	1	0.3%
40	3	0.9%
41	4	1.1%

Value	Count	Frequency (%)
86	1	0.3%
83	1	0.3%
82	2	0.6%
80	2	0.6%
79	4	1.1%
78	6	1.7%
77	3	0.9%
75	2	0.6%
74	5	1.4%
73	6	1.7%

F16S
Real number (ℝ_≥0)

Distinct count	36
Unique (%)	10.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	71.51575931232092
Minimum	9.0
Maximum	84.0
Zeros	0
Zeros (%)	0.0%
Memory size	2.9 KiB

Quantile statistics

Minimum	9
5-th percentile	57.4
Q1	70
median	74
Q3	76
95-th percentile	79
Maximum	84
Range	75
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	7.666759743
Coefficient of variation (CV)	0.1072037802
Kurtosis	16.65584402
Mean	71.51575931
Median Absolute Deviation (MAD)	3
Skewness	-3.200206138
Sum	24959
Variance	58.77920495

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
75	47	13.5%
74	42	12.0%
73	36	10.3%
77	29	8.3%
76	25	7.2%
72	22	6.3%
71	21	6.0%
79	16	4.6%
70	14	4.0%
78	12	3.4%
68	11	3.2%
65	9	2.6%
66	9	2.6%
69	7	2.0%
64	6	1.7%
63	6	1.7%
54	4	1.1%
67	4	1.1%
52	3	0.9%
80	3	0.9%
60	3	0.9%
51	3	0.9%
81	2	0.6%
58	2	0.6%
62	2	0.6%
Other values (11)	11	3.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
9	1	0.3%
32	1	0.3%
37	1	0.3%
39	1	0.3%
41	1	0.3%
49	1	0.3%
51	3	0.9%
52	3	0.9%
54	4	1.1%
55	1	0.3%

Value	Count	Frequency (%)
84	1	0.3%
81	2	0.6%
80	3	0.9%
79	16	4.6%
78	12	3.4%
77	29	8.3%
76	25	7.2%
75	47	13.5%
74	42	12.0%
73	36	10.3%

F10S
Real number (ℝ_≥0)

Distinct count	39
Unique (%)	11.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	64.83667621776505
Minimum	17.0
Maximum	81.0
Zeros	0
Zeros (%)	0.0%
Memory size	2.9 KiB

Quantile statistics

Minimum	17
5-th percentile	50
Q1	61
median	66
Q3	71
95-th percentile	76.6
Maximum	81
Range	64
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	8.625625172
Coefficient of variation (CV)	0.1330362023
Kurtosis	5.109841943
Mean	64.83667622
Median Absolute Deviation (MAD)	5
Skewness	-1.438739741
Sum	22628
Variance	74.40140961

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
65	24	6.9%
66	21	6.0%
63	21	6.0%
70	21	6.0%
61	20	5.7%
68	18	5.2%
69	17	4.9%
72	17	4.9%
73	16	4.6%
62	16	4.6%
71	14	4.0%
59	13	3.7%
67	12	3.4%
75	11	3.2%
64	10	2.9%
60	10	2.9%
74	9	2.6%
58	8	2.3%
54	6	1.7%
45	5	1.4%
57	5	1.4%
56	5	1.4%
77	5	1.4%
55	4	1.1%
78	4	1.1%
Other values (14)	37	10.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
17	2	0.6%
34	1	0.3%
37	1	0.3%
44	3	0.9%
45	5	1.4%
47	2	0.6%
49	2	0.6%
50	3	0.9%
51	4	1.1%
52	4	1.1%

Value	Count	Frequency (%)
81	3	0.9%
80	2	0.6%
79	4	1.1%
78	4	1.1%
77	5	1.4%
76	3	0.9%
75	11	3.2%
74	9	2.6%
73	16	4.6%
72	17	4.9%

F9S
Real number (ℝ_≥0)

Distinct count	42
Unique (%)	12.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	66.70200573065902
Minimum	11.0
Maximum	83.0
Zeros	0
Zeros (%)	0.0%
Memory size	2.9 KiB

Quantile statistics

Minimum	11
5-th percentile	51.4
Q1	64
median	68
Q3	73
95-th percentile	76
Maximum	83
Range	72
Interquartile range (IQR)	9

Descriptive statistics

Standard deviation	9.392006964
Coefficient of variation (CV)	0.1408054655
Kurtosis	9.391117762
Mean	66.70200573
Median Absolute Deviation (MAD)	5
Skewness	-2.49396603
Sum	23279
Variance	88.20979482

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
68	37	10.6%
69	31	8.9%
70	25	7.2%
73	25	7.2%
67	21	6.0%
75	19	5.4%
74	19	5.4%
71	16	4.6%
62	14	4.0%
63	14	4.0%
66	13	3.7%
76	12	3.4%
77	11	3.2%
65	11	3.2%
64	10	2.9%
72	9	2.6%
55	7	2.0%
60	7	2.0%
50	4	1.1%
58	4	1.1%
59	4	1.1%
56	4	1.1%
52	4	1.1%
57	3	0.9%
54	3	0.9%
Other values (17)	22	6.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
11	1	0.3%
13	1	0.3%
21	1	0.3%
31	2	0.6%
32	1	0.3%
33	1	0.3%
36	1	0.3%
37	2	0.6%
42	1	0.3%
43	1	0.3%

Value	Count	Frequency (%)
83	1	0.3%
82	1	0.3%
79	1	0.3%
78	3	0.9%
77	11	3.2%
76	12	3.4%
75	19	5.4%
74	19	5.4%
73	25	7.2%
72	9	2.6%

F7S
Real number (ℝ_≥0)

Distinct count	36
Unique (%)	10.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	67.91117478510029
Minimum	28.0
Maximum	80.0
Zeros	0
Zeros (%)	0.0%
Memory size	2.9 KiB

Quantile statistics

Minimum	28
5-th percentile	51.4
Q1	65
median	70
Q3	73
95-th percentile	77
Maximum	80
Range	52
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	7.724093969
Coefficient of variation (CV)	0.1137381881
Kurtosis	4.659142605
Mean	67.91117479
Median Absolute Deviation (MAD)	4
Skewness	-1.693993371
Sum	23701
Variance	59.66162764

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
71	34	9.7%
74	30	8.6%
65	24	6.9%
75	24	6.9%
70	22	6.3%
72	19	5.4%
73	19	5.4%
69	18	5.2%
66	18	5.2%
64	15	4.3%
67	15	4.3%
68	14	4.0%
77	14	4.0%
59	12	3.4%
62	10	2.9%
76	8	2.3%
58	7	2.0%
50	6	1.7%
61	6	1.7%
57	4	1.1%
80	4	1.1%
48	4	1.1%
63	4	1.1%
78	3	0.9%
53	2	0.6%
Other values (11)	13	3.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
28	1	0.3%
31	2	0.6%
43	1	0.3%
46	1	0.3%
47	1	0.3%
48	4	1.1%
49	1	0.3%
50	6	1.7%
51	1	0.3%
52	1	0.3%

Value	Count	Frequency (%)
80	4	1.1%
79	2	0.6%
78	3	0.9%
77	14	4.0%
76	8	2.3%
75	24	6.9%
74	30	8.6%
73	19	5.4%
72	19	5.4%
71	34	9.7%

F21S
Real number (ℝ_≥0)

Distinct count	61
Unique (%)	17.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	61.587392550143264
Minimum	8.0
Maximum	83.0
Zeros	0
Zeros (%)	0.0%
Memory size	2.9 KiB

Quantile statistics

Minimum	8
5-th percentile	30.4
Q1	58
median	67
Q3	71
95-th percentile	76
Maximum	83
Range	75
Interquartile range (IQR)	13

Descriptive statistics

Standard deviation	14.53855205
Coefficient of variation (CV)	0.2360637697
Kurtosis	2.126454564
Mean	61.58739255
Median Absolute Deviation (MAD)	6
Skewness	-1.532178565
Sum	21494
Variance	211.3694958

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
68	27	7.7%
67	24	6.9%
70	22	6.3%
69	16	4.6%
73	15	4.3%
71	14	4.0%
65	14	4.0%
74	13	3.7%
63	13	3.7%
75	13	3.7%
64	13	3.7%
61	11	3.2%
56	9	2.6%
66	9	2.6%
72	9	2.6%
62	9	2.6%
76	7	2.0%
58	7	2.0%
60	7	2.0%
42	6	1.7%
47	4	1.1%
55	4	1.1%
78	4	1.1%
57	4	1.1%
43	4	1.1%
Other values (36)	71	20.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
8	1	0.3%
9	2	0.6%
10	2	0.6%
18	1	0.3%
19	1	0.3%
20	2	0.6%
21	1	0.3%
25	1	0.3%
27	2	0.6%
28	1	0.3%

Value	Count	Frequency (%)
83	2	0.6%
82	2	0.6%
80	2	0.6%
79	4	1.1%
78	4	1.1%
77	3	0.9%
76	7	2.0%
75	13	3.7%
74	13	3.7%
73	15	4.3%

F8S
Real number (ℝ_≥0)

Distinct count	47
Unique (%)	13.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	60.40401146131805
Minimum	8.0
Maximum	77.0
Zeros	0
Zeros (%)	0.0%
Memory size	2.9 KiB

Quantile statistics

Minimum	8
5-th percentile	36.4
Q1	57
median	62
Q3	68
95-th percentile	72
Maximum	77
Range	69
Interquartile range (IQR)	11

Descriptive statistics

Standard deviation	11.00339999
Coefficient of variation (CV)	0.1821633982
Kurtosis	4.441250384
Mean	60.40401146
Median Absolute Deviation (MAD)	5
Skewness	-1.874549668
Sum	21081
Variance	121.0748114

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
62	25	7.2%
57	20	5.7%
65	19	5.4%
68	19	5.4%
61	19	5.4%
58	19	5.4%
64	18	5.2%
67	17	4.9%
66	17	4.9%
71	17	4.9%
70	15	4.3%
69	14	4.0%
59	14	4.0%
60	12	3.4%
72	9	2.6%
63	9	2.6%
52	8	2.3%
73	7	2.0%
56	7	2.0%
54	7	2.0%
55	5	1.4%
53	4	1.1%
38	4	1.1%
74	4	1.1%
41	4	1.1%
Other values (22)	36	10.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
8	1	0.3%
11	1	0.3%
19	3	0.9%
21	1	0.3%
25	2	0.6%
30	1	0.3%
32	2	0.6%
33	2	0.6%
34	1	0.3%
35	1	0.3%

Value	Count	Frequency (%)
77	1	0.3%
76	1	0.3%
75	2	0.6%
74	4	1.1%
73	7	2.0%
72	9	2.6%
71	17	4.9%
70	15	4.3%
69	14	4.0%
68	19	5.4%

F5S
Real number (ℝ_≥0)

Distinct count	44
Unique (%)	12.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	62.53008595988538
Minimum	22.0
Maximum	78.0
Zeros	0
Zeros (%)	0.0%
Memory size	2.9 KiB

Quantile statistics

Minimum	22
5-th percentile	48
Q1	58
median	64
Q3	68
95-th percentile	74
Maximum	78
Range	56
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	9.096376394
Coefficient of variation (CV)	0.1454719957
Kurtosis	3.891268423
Mean	62.53008596
Median Absolute Deviation (MAD)	5
Skewness	-1.588897939
Sum	21823
Variance	82.7440635

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
67	28	8.0%
66	24	6.9%
68	23	6.6%
62	20	5.7%
63	19	5.4%
69	18	5.2%
64	18	5.2%
70	17	4.9%
56	16	4.6%
71	16	4.6%
65	14	4.0%
59	13	3.7%
61	13	3.7%
57	12	3.4%
75	9	2.6%
58	9	2.6%
52	8	2.3%
55	7	2.0%
54	6	1.7%
72	6	1.7%
74	6	1.7%
53	5	1.4%
48	5	1.4%
39	4	1.1%
60	4	1.1%
Other values (19)	29	8.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
22	1	0.3%
24	1	0.3%
26	1	0.3%
28	1	0.3%
29	1	0.3%
30	2	0.6%
32	1	0.3%
37	1	0.3%
39	4	1.1%
41	1	0.3%

Value	Count	Frequency (%)
78	2	0.6%
77	4	1.1%
76	1	0.3%
75	9	2.6%
74	6	1.7%
73	3	0.9%
72	6	1.7%
71	16	4.6%
70	17	4.9%
69	18	5.2%

target
Boolean

Distinct count	2
Unique (%)	0.6%
Missing	0
Missing (%)	0.0%
Memory size	2.9 KiB

1	254
0	95

Frequency Table

Value	Count	Frequency (%)
1	254	72.8%
0	95	27.2%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

First rows

	F19S	F13R	F13S	F19R	F18R	F21R	F3R	F7R	F5R	F2S	F4R	F14S	F16S	F10S	F9S	F7S	F21S	F8S	F5S	target
0	56.0	63.0	64.0	62.0	66.0	74.0	73.0	70.0	58.0	67.0	72.0	54.0	74.0	57.0	55.0	77.0	74.0	65.0	52.0	1
1	60.0	74.0	69.0	63.0	65.0	67.0	78.0	72.0	69.0	67.0	74.0	70.0	70.0	65.0	75.0	74.0	71.0	71.0	63.0	1
2	65.0	53.0	37.0	66.0	73.0	61.0	67.0	68.0	70.0	64.0	79.0	68.0	68.0	74.0	71.0	65.0	41.0	61.0	69.0	1
3	65.0	64.0	60.0	66.0	61.0	68.0	61.0	71.0	59.0	78.0	67.0	54.0	76.0	59.0	55.0	75.0	68.0	58.0	59.0	1
4	66.0	41.0	37.0	70.0	67.0	60.0	61.0	71.0	72.0	66.0	69.0	40.0	73.0	69.0	75.0	71.0	55.0	59.0	68.0	1
5	67.0	65.0	63.0	69.0	63.0	72.0	69.0	73.0	57.0	75.0	73.0	55.0	74.0	62.0	55.0	69.0	70.0	58.0	61.0	1
6	72.0	65.0	57.0	72.0	69.0	70.0	67.0	71.0	69.0	75.0	72.0	65.0	73.0	61.0	77.0	80.0	73.0	64.0	70.0	1
7	60.0	66.0	65.0	66.0	66.0	60.0	64.0	74.0	74.0	62.0	68.0	59.0	65.0	66.0	70.0	71.0	67.0	74.0	68.0	1
8	63.0	53.0	47.0	74.0	67.0	68.0	65.0	68.0	64.0	68.0	71.0	36.0	73.0	66.0	62.0	69.0	70.0	57.0	56.0	1
9	69.0	52.0	36.0	73.0	64.0	60.0	66.0	62.0	65.0	79.0	76.0	49.0	73.0	63.0	50.0	57.0	56.0	36.0	64.0	1

Last rows

	F19S	F13R	F13S	F19R	F18R	F21R	F3R	F7R	F5R	F2S	F4R	F14S	F16S	F10S	F9S	F7S	F21S	F8S	F5S
339	48.0	63.0	63.0	57.0	62.0	79.0	76.0	62.0	67.0	67.0	76.0	64.0	68.0	65.0	68.0	65.0	74.0	67.0	64.0
340	67.0	66.0	67.0	64.0	67.0	66.0	65.0	72.0	64.0	78.0	72.0	61.0	78.0	75.0	62.0	68.0	66.0	62.0	69.0
341	65.0	75.0	68.0	63.0	63.0	74.0	65.0	73.0	57.0	70.0	70.0	58.0	76.0	62.0	63.0	74.0	67.0	59.0	57.0
342	64.0	71.0	70.0	64.0	66.0	66.0	68.0	70.0	66.0	74.0	72.0	82.0	74.0	73.0	72.0	69.0	63.0	66.0	69.0
343	77.0	67.0	64.0	74.0	66.0	79.0	73.0	73.0	66.0	80.0	76.0	66.0	75.0	72.0	69.0	75.0	75.0	65.0	56.0
344	70.0	61.0	61.0	68.0	66.0	64.0	67.0	71.0	63.0	72.0	71.0	58.0	75.0	71.0	64.0	74.0	67.0	61.0	67.0
345	53.0	76.0	79.0	56.0	62.0	64.0	66.0	67.0	56.0	71.0	68.0	70.0	69.0	54.0	64.0	71.0	63.0	71.0	62.0
346	60.0	66.0	71.0	65.0	61.0	74.0	77.0	65.0	65.0	75.0	74.0	61.0	76.0	60.0	69.0	67.0	80.0	70.0	62.0
347	73.0	49.0	48.0	71.0	64.0	68.0	47.0	69.0	67.0	72.0	76.0	69.0	79.0	74.0	68.0	67.0	56.0	64.0	66.0
348	64.0	67.0	63.0	65.0	69.0	71.0	69.0	68.0	63.0	66.0	75.0	57.0	75.0	68.0	69.0	70.0	68.0	68.0	62.0

Most frequent

	F19S	F13R	F13S	F19R	F18R	F21R	F3R	F7R	F5R	F2S	F4R	F14S	F16S	F10S	F9S	F7S	F21S	F8S	F5S	target	count
7	56.0	63.0	64.0	62.0	66.0	74.0	73.0	70.0	58.0	67.0	72.0	54.0	74.0	57.0	55.0	77.0	74.0	65.0	52.0	1	3
0	23.0	23.0	46.0	40.0	31.0	57.0	75.0	54.0	26.0	58.0	70.0	31.0	72.0	17.0	37.0	59.0	67.0	40.0	30.0	1	2
1	23.0	54.0	60.0	33.0	72.0	36.0	53.0	43.0	46.0	51.0	68.0	66.0	52.0	45.0	77.0	48.0	46.0	60.0	55.0	1	2
2	48.0	63.0	63.0	57.0	62.0	79.0	76.0	62.0	67.0	67.0	76.0	64.0	68.0	65.0	68.0	65.0	74.0	67.0	64.0	0	2
3	49.0	66.0	76.0	47.0	62.0	74.0	68.0	79.0	77.0	73.0	75.0	67.0	75.0	79.0	68.0	75.0	70.0	71.0	70.0	1	2
4	51.0	63.0	60.0	50.0	55.0	69.0	76.0	78.0	67.0	80.0	78.0	60.0	73.0	60.0	67.0	77.0	65.0	64.0	64.0	0	2
5	53.0	76.0	79.0	56.0	62.0	64.0	66.0	67.0	56.0	71.0	68.0	70.0	69.0	54.0	64.0	71.0	63.0	71.0	62.0	0	2
6	56.0	58.0	30.0	65.0	60.0	73.0	76.0	67.0	68.0	66.0	74.0	41.0	73.0	51.0	59.0	58.0	36.0	32.0	52.0	1	2
8	56.0	69.0	71.0	61.0	67.0	71.0	70.0	70.0	59.0	75.0	74.0	63.0	58.0	63.0	69.0	66.0	73.0	72.0	60.0	1	2
9	57.0	56.0	56.0	53.0	53.0	77.0	59.0	71.0	33.0	71.0	54.0	61.0	76.0	44.0	60.0	75.0	82.0	57.0	39.0	1	2

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows

Duplicate rows

Most frequent